17. RAG Evaluation Deep Dive: Measuring AI Quality in Production LLM Ops

How do you know if your RAG system is actually performing well? In traditional machine learning, we rely on simple accuracy scores. But in the world of Generative AI, where outputs are free-form text, "accuracy" isn't enough. In this video, we explore the critical discipline of RAG Evaluation and how to measure the quality of your AI responses using production-grade metrics. In this session, we cover: 1. The Shift in Evaluation: Why we move away from fixed labels to measuring Relevance, Grounding, and Factual Consistency. 2. Decoupling Evaluation: A key LLM Ops principle—why your evaluation …